# DCGAN-CNN with physical constraints for porosity prediction in laser metal deposition with unbalanced data

> Research article (Manufacturing Letters, 2023) · cited 12× · AI/ML

**Wikidata**: [openalex:W4387463253](https://www.wikidata.org/wiki/openalex:W4387463253)  
**Source**: https://4ort.xyz/entity/dcgan-cnn-with-physical-constraints-for-porosity-prediction-in-laser-metal-deposition-with-unbalanced-data